LinkedIn Profile Posts Scraper (No Cookies) ✅ Bulk avatar

LinkedIn Profile Posts Scraper (No Cookies) ✅ Bulk

Pricing

$1.35 / 1,000 posts

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LinkedIn Profile Posts Scraper (No Cookies) ✅ Bulk

LinkedIn Profile Posts Scraper (No Cookies) ✅ Bulk

Scrape the latest posts and articles from any public LinkedIn profile. Get text, likes, dates, and links as JSON or CSV. No cookies, no LinkedIn account, $1.35 per 1,000 posts.

Pricing

$1.35 / 1,000 posts

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0.0

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Developer

CrustAPI

CrustAPI

Maintained by Community

Actor stats

0

Bookmarked

2

Total users

1

Monthly active users

a day ago

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What is LinkedIn Profile Posts Scraper?

Pull the latest posts and articles from any public LinkedIn profile. Paste profile URLs or usernames, click Start, and download every post as a clean table.

  • 👤 Most recent posts from any public person's profile
  • 📋 Track a whole list of people in one run
  • 📝 Full post text, hashtags, dates, and links, plus the headline when the item is an article
  • 👍 Engagement on every post: like count, comment count, and reaction-type breakdown
  • 🔑 No LinkedIn account, no cookies, nothing to get restricted
  • ⚡ Powered by a live API, a few seconds per profile
  • 📦 Export as JSON, CSV, Excel, HTML, or XML

What data do I get?

FieldExample
Post textFull body text of the post
Article headlineTitle when the item is a published article, blank on ordinary feed posts
Likes15,405
Comment count479
Reaction typesLIKE, PRAISE, EMPATHY
Date published2026-06-02T19:41:31.000+00:00 (ISO 8601)
Post URLDirect link to the post or article
Post typepost, image, video, article
AuthorName and profile URL when the post carries them. The name is often blank on a person's own feed, where the author is the profile you searched
ImageImage URL when the post has one
HashtagsEvery hashtag in the post, as a list
Profile, Profile URLWhich profile the post came from, on every row, so multi-profile runs stay sortable

Pricing

$1.35 per 1,000 posts ($0.00135 per post), plus a small Apify compute fee. Comments cost nothing extra. Inaccessible profiles are never charged.

RunActor cost
100 profiles x 10 posts$1.35
1,000 profiles x 10 posts$13.50

How it works

  1. Paste profile URLs or usernames, one per line. Both https://www.linkedin.com/in/satyanadella and satyanadella work.
  2. Set Max posts per profile. Include comments re-checks each post's comment count on the post's own page, so it is slower. It returns counts only, never comment text.
  3. Click Start, then download JSON, CSV, or Excel.

Schedule it weekly to monitor prospects, executives, or creators, and webhook new posts anywhere.

Output sample

{
"profile": "satyanadella",
"profileUrl": "https://www.linkedin.com/in/satyanadella",
"text": "How do we build a frontier intelligence ecosystem? ...",
"headline": null,
"datePublished": "2026-06-02T19:41:31.000+00:00",
"url": "https://www.linkedin.com/feed/update/urn:li:activity:7334562171556294656",
"postType": "post",
"authorName": null,
"authorUrl": "https://www.linkedin.com/in/satyanadella",
"likes": 15405,
"comments": 479,
"reactionTypes": ["LIKE", "PRAISE", "EMPATHY"],
"image": "https://media.licdn.com/dms/image/.../feedshare-shrink_800/...",
"hashtags": []
}

Sales teams open with what a prospect posted this week. Recruiters read candidates before outreach. Marketers study what top voices in a niche publish and how it performs.

FAQ

Which fields can come back empty? headline is filled only when the item is a published article, so ordinary feed posts leave it blank. authorName is often blank on a person's own feed, where the author is the profile you searched, and that profile is on every row as profile and profileUrl. LinkedIn does not publish a share or repost count, so there is no shares field.

Is this legal? The actor only reads publicly visible posts, the same pages you can open in a logged-out browser. No login, no private data.

Do I need a LinkedIn account? No. Nothing runs through an account, so there is nothing to restrict.

Can I use the API? Yes, runs and results are fully accessible through the Apify API and all Apify integrations (Zapier, Make, Google Sheets, webhooks).

More from CrustAPI

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LinkedIn Profile Scraper + Email FinderPublic profiles plus verified work emails
Google Maps ScraperEvery business in any area

Need volume beyond Apify, like monitoring millions of profiles? See crustapi.com/wholesale.

Support and feedback

We ship improvements weekly, and user reports drive the roadmap. Something broken or missing?


This actor is an independent tool built by CrustAPI. It is not affiliated with, endorsed by, or sponsored by LinkedIn Corporation. LinkedIn is a registered trademark of LinkedIn Corporation, and all other trademarks belong to their owners.